Bayesian Damage Assessment and Prognostics in Engineering Materials  book cover
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Bayesian Damage Assessment and Prognostics in Engineering Materials



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ISBN 9781138035850
April 15, 2021 Forthcoming by CRC Press
360 Pages 8 Color Illustrations

 
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Book Description

This book is intended to provide a bottom-up and fundamental understanding of the use of probabilistic methods and reliability analysis techniques in engineering applications. Divided into two parts, the book covers fundamental topics about uncertainty quantification in engineering and particular engineering research applications, providing a comprehensive look at Bayesian damage assessment and prognostics in engineering.

Table of Contents

Part I: Theory and Fundamentals. Understanding uncertainty in engineering. Uncertainty quantification and propagation. The Bayesian inverse problem in engineering. Bayesian filtering and prognostics. Surrogate modelling. Part II: Applications. Structural health management. Prognostics of remaining life of batteries. Reliability of power plants. Infrastructure asset management. Wind turbines. Rovers and UAVs. Structural dynamics applications.

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Editor(s)

Biography

Juan Chiachio-Ruano

Shankar Sankararaman

Manuel Chiachio-Ruano